Rockfish Historical Harvest Estimates

This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

Table 1. Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.

Issue	Howard	Bayes
Time series	1999 - present	1977 - present
Bias in SWHS	Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests.	Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases	Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data.	Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations	Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas.	Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation	Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with.	By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Results

• Model: LB_fit_3pH

• Model Run: *Gen4int_indcomp_swhsR_FULL_pHB4pars_re0d_thru2024_1e+05__2025-10-21* (Naming convention: modelname_thruYEAR_iters_rundate)

• Proportion of parmaters converged (Rhat <= 1.1): 0.9794

• See end of document for summary of unconverged parameters.

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

And black rockfish releases…

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Model fit

Logbook residuals

Figure 18.- Residuals from logbook harvests.

SWHS residuals

Figure 19.- Residuals from SWHS harvests.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

Figure 21.- Mean percent of harvest by charter anglers.

When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(slope|non-pelagic & non-yellowye) For release estimates

## NULL

Weight Fits

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.2447552

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.13 while 0.87 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable	area_n	year	user	mean	median	lower	upper	Rhat	sd	skew	area
p_pelagic	11	1	1	0.429	0.424	0.190	0.686	1.132	0.129	0.039	CSEO
p_pelagic	11	1	2	0.364	0.353	0.152	0.624	1.174	0.125	0.088	CSEO
p_pelagic	11	10	1	0.434	0.430	0.186	0.700	1.182	0.135	0.030	CSEO
p_pelagic	11	10	2	0.367	0.359	0.147	0.636	1.157	0.127	0.063	CSEO
p_pelagic	11	11	1	0.432	0.430	0.191	0.684	1.146	0.129	0.015	CSEO
p_pelagic	11	11	2	0.363	0.356	0.153	0.623	1.121	0.122	0.057	CSEO
p_pelagic	11	12	1	0.434	0.432	0.195	0.694	1.142	0.130	0.015	CSEO
p_pelagic	11	12	2	0.368	0.359	0.152	0.625	1.142	0.124	0.073	CSEO
p_pelagic	11	13	1	0.438	0.434	0.205	0.693	1.121	0.129	0.031	CSEO
p_pelagic	11	13	2	0.369	0.358	0.153	0.626	1.149	0.125	0.088	CSEO
p_pelagic	11	14	1	0.434	0.429	0.200	0.695	1.127	0.130	0.038	CSEO
p_pelagic	11	14	2	0.367	0.357	0.151	0.626	1.155	0.123	0.081	CSEO
p_pelagic	11	15	1	0.432	0.428	0.199	0.692	1.138	0.130	0.031	CSEO
p_pelagic	11	15	2	0.371	0.366	0.160	0.627	1.151	0.124	0.040	CSEO
p_pelagic	11	16	1	0.434	0.430	0.196	0.685	1.144	0.129	0.031	CSEO
p_pelagic	11	16	2	0.367	0.354	0.154	0.635	1.129	0.125	0.104	CSEO
p_pelagic	11	17	1	0.437	0.434	0.195	0.694	1.142	0.130	0.023	CSEO
p_pelagic	11	17	2	0.366	0.357	0.150	0.632	1.119	0.125	0.072	CSEO
p_pelagic	11	18	1	0.432	0.426	0.196	0.696	1.133	0.132	0.046	CSEO
p_pelagic	11	18	2	0.369	0.362	0.158	0.628	1.136	0.123	0.057	CSEO
p_pelagic	11	19	1	0.436	0.432	0.200	0.694	1.090	0.128	0.031	CSEO
p_pelagic	11	19	2	0.374	0.367	0.158	0.634	1.119	0.124	0.057	CSEO
p_pelagic	11	2	1	0.432	0.427	0.186	0.680	1.166	0.129	0.039	CSEO
p_pelagic	11	2	2	0.365	0.355	0.152	0.639	1.183	0.125	0.080	CSEO
p_pelagic	11	20	1	0.440	0.441	0.203	0.695	1.106	0.130	-0.008	CSEO
p_pelagic	11	20	2	0.370	0.362	0.159	0.628	1.104	0.121	0.066	CSEO
p_pelagic	11	21	1	0.439	0.436	0.208	0.697	1.079	0.128	0.024	CSEO
p_pelagic	11	21	2	0.375	0.367	0.155	0.630	1.088	0.123	0.065	CSEO
p_pelagic	11	22	2	0.379	0.369	0.163	0.631	1.067	0.123	0.081	CSEO
p_pelagic	11	23	2	0.416	0.407	0.204	0.665	1.047	0.121	0.074	CSEO
p_pelagic	11	3	1	0.434	0.430	0.195	0.690	1.161	0.130	0.031	CSEO
p_pelagic	11	3	2	0.364	0.353	0.154	0.620	1.130	0.124	0.089	CSEO
p_pelagic	11	4	1	0.432	0.428	0.195	0.691	1.141	0.130	0.031	CSEO
p_pelagic	11	4	2	0.364	0.354	0.146	0.630	1.159	0.127	0.079	CSEO
p_pelagic	11	5	1	0.428	0.423	0.195	0.686	1.159	0.131	0.038	CSEO
p_pelagic	11	5	2	0.363	0.355	0.151	0.622	1.147	0.121	0.066	CSEO
p_pelagic	11	6	1	0.435	0.432	0.204	0.698	1.140	0.131	0.023	CSEO
p_pelagic	11	6	2	0.363	0.358	0.152	0.620	1.165	0.123	0.041	CSEO
p_pelagic	11	7	1	0.428	0.424	0.190	0.681	1.117	0.129	0.031	CSEO
p_pelagic	11	7	2	0.364	0.352	0.151	0.627	1.159	0.124	0.097	CSEO
p_pelagic	11	8	1	0.431	0.427	0.197	0.689	1.133	0.130	0.031	CSEO
p_pelagic	11	8	2	0.365	0.356	0.150	0.621	1.128	0.125	0.072	CSEO
p_slope	11	8	2	0.096	0.072	0.013	0.330	1.014	0.083	0.288	CSEO
p_pelagic	11	9	1	0.433	0.428	0.191	0.692	1.152	0.131	0.038	CSEO
p_pelagic	11	9	2	0.368	0.359	0.154	0.632	1.140	0.124	0.073	CSEO
p_yellow	12	1	2	0.136	0.107	0.032	0.462	1.016	0.117	0.249	EWYKT
p_yellow	12	10	2	0.138	0.110	0.031	0.422	1.014	0.113	0.247	EWYKT
p_yellow	12	11	1	0.313	0.286	0.108	0.700	1.010	0.150	0.180	EWYKT
p_yellow	12	11	2	0.137	0.108	0.031	0.447	1.021	0.115	0.252	EWYKT
p_yellow	12	13	2	0.135	0.108	0.031	0.419	1.018	0.111	0.243	EWYKT
p_yellow	12	14	2	0.135	0.108	0.032	0.418	1.019	0.110	0.246	EWYKT
p_yellow	12	15	2	0.135	0.107	0.031	0.423	1.019	0.113	0.248	EWYKT
p_yellow	12	16	2	0.138	0.107	0.033	0.436	1.015	0.114	0.271	EWYKT
p_yellow	12	17	2	0.136	0.107	0.031	0.431	1.016	0.115	0.252	EWYKT
p_yellow	12	18	2	0.136	0.105	0.032	0.399	1.017	0.113	0.275	EWYKT
p_yellow	12	19	2	0.138	0.108	0.030	0.422	1.016	0.115	0.260	EWYKT
p_yellow	12	2	2	0.135	0.106	0.032	0.433	1.011	0.112	0.258	EWYKT
p_yellow	12	20	2	0.137	0.107	0.032	0.432	1.014	0.112	0.267	EWYKT
p_yellow	12	21	2	0.137	0.109	0.032	0.411	1.019	0.111	0.251	EWYKT
p_yellow	12	22	2	0.136	0.107	0.032	0.416	1.020	0.114	0.255	EWYKT
p_yellow	12	23	2	0.140	0.110	0.034	0.430	1.015	0.115	0.261	EWYKT
p_yellow	12	24	2	0.140	0.112	0.031	0.427	1.023	0.114	0.246	EWYKT
p_yellow	12	25	2	0.141	0.110	0.032	0.449	1.011	0.118	0.263	EWYKT
p_yellow	12	26	2	0.141	0.111	0.030	0.430	1.013	0.117	0.256	EWYKT
p_yellow	12	28	2	0.135	0.109	0.030	0.387	1.015	0.107	0.244	EWYKT
p_yellow	12	29	2	0.129	0.108	0.031	0.343	1.014	0.091	0.231	EWYKT
p_yellow	12	3	2	0.135	0.106	0.032	0.418	1.015	0.115	0.252	EWYKT
p_yellow	12	4	2	0.138	0.109	0.032	0.463	1.018	0.117	0.247	EWYKT
p_yellow	12	5	2	0.136	0.108	0.031	0.420	1.011	0.113	0.248	EWYKT
p_yellow	12	6	2	0.138	0.107	0.032	0.480	1.016	0.117	0.265	EWYKT
p_yellow	12	7	2	0.137	0.108	0.032	0.428	1.012	0.115	0.252	EWYKT
p_yellow	12	8	2	0.135	0.105	0.031	0.450	1.015	0.115	0.261	EWYKT
p_yellow	12	9	2	0.138	0.109	0.031	0.420	1.011	0.113	0.258	EWYKT
p_pelagic	13	1	1	0.434	0.430	0.175	0.711	1.054	0.144	0.028	NSEI
p_pelagic	13	1	2	0.205	0.189	0.058	0.433	1.052	0.099	0.162	NSEI
p_yellow	13	1	1	0.747	0.768	0.452	0.939	1.034	0.128	-0.164	NSEI
p_yellow	13	1	2	0.672	0.687	0.348	0.908	1.041	0.148	-0.102	NSEI
p_pelagic	13	10	1	0.445	0.447	0.181	0.716	1.039	0.139	-0.014	NSEI
p_pelagic	13	10	2	0.213	0.198	0.064	0.455	1.043	0.100	0.150	NSEI
p_yellow	13	10	1	0.745	0.764	0.450	0.940	1.045	0.130	-0.146	NSEI
p_yellow	13	10	2	0.673	0.688	0.340	0.912	1.042	0.150	-0.100	NSEI
p_pelagic	13	11	1	0.442	0.435	0.187	0.723	1.055	0.140	0.050	NSEI
p_pelagic	13	11	2	0.214	0.199	0.066	0.431	1.039	0.097	0.155	NSEI
p_yellow	13	11	1	0.746	0.770	0.446	0.938	1.041	0.130	-0.184	NSEI
p_yellow	13	11	2	0.676	0.692	0.355	0.909	1.040	0.146	-0.109	NSEI
p_pelagic	13	12	1	0.442	0.437	0.189	0.706	1.049	0.136	0.037	NSEI
p_pelagic	13	12	2	0.212	0.195	0.067	0.446	1.039	0.099	0.171	NSEI
p_yellow	13	12	1	0.743	0.762	0.444	0.941	1.042	0.132	-0.144	NSEI
p_yellow	13	12	2	0.672	0.686	0.351	0.912	1.029	0.148	-0.094	NSEI
p_pelagic	13	13	1	0.441	0.438	0.185	0.717	1.037	0.138	0.022	NSEI
p_pelagic	13	13	2	0.213	0.199	0.071	0.436	1.041	0.097	0.144	NSEI
p_yellow	13	13	1	0.746	0.764	0.441	0.937	1.038	0.130	-0.139	NSEI
p_yellow	13	13	2	0.674	0.690	0.355	0.915	1.048	0.150	-0.107	NSEI
p_pelagic	13	14	1	0.441	0.437	0.188	0.715	1.041	0.137	0.029	NSEI
p_pelagic	13	14	2	0.214	0.200	0.065	0.439	1.030	0.097	0.144	NSEI
p_yellow	13	14	1	0.745	0.765	0.449	0.936	1.030	0.128	-0.156	NSEI
p_yellow	13	14	2	0.675	0.689	0.368	0.909	1.044	0.147	-0.095	NSEI
p_pelagic	13	15	1	0.450	0.446	0.201	0.724	1.047	0.137	0.029	NSEI
p_pelagic	13	15	2	0.218	0.205	0.072	0.443	1.044	0.098	0.133	NSEI
p_yellow	13	15	1	0.742	0.762	0.444	0.937	1.047	0.132	-0.152	NSEI
p_yellow	13	15	2	0.673	0.690	0.340	0.911	1.043	0.151	-0.112	NSEI
p_pelagic	13	16	1	0.451	0.452	0.195	0.717	1.035	0.138	-0.007	NSEI
p_pelagic	13	16	2	0.217	0.201	0.073	0.442	1.038	0.096	0.166	NSEI
p_yellow	13	16	1	0.744	0.763	0.449	0.934	1.034	0.127	-0.149	NSEI
p_yellow	13	16	2	0.670	0.687	0.357	0.907	1.030	0.148	-0.115	NSEI
p_pelagic	13	17	1	0.453	0.449	0.201	0.718	1.025	0.136	0.030	NSEI
p_pelagic	13	17	2	0.214	0.201	0.074	0.433	1.029	0.094	0.139	NSEI
p_yellow	13	17	1	0.739	0.757	0.437	0.936	1.045	0.131	-0.138	NSEI
p_yellow	13	17	2	0.674	0.690	0.354	0.910	1.043	0.148	-0.108	NSEI
p_pelagic	13	18	1	0.453	0.449	0.214	0.711	1.027	0.133	0.030	NSEI
p_pelagic	13	18	2	0.222	0.206	0.077	0.455	1.041	0.099	0.161	NSEI
p_yellow	13	18	1	0.745	0.769	0.454	0.934	1.036	0.128	-0.187	NSEI
p_yellow	13	18	2	0.670	0.687	0.353	0.906	1.036	0.146	-0.117	NSEI
p_pelagic	13	19	1	0.458	0.461	0.210	0.714	1.022	0.132	-0.023	NSEI
p_pelagic	13	19	2	0.221	0.211	0.074	0.436	1.033	0.095	0.105	NSEI
p_yellow	13	19	1	0.743	0.762	0.450	0.932	1.027	0.126	-0.151	NSEI
p_yellow	13	19	2	0.670	0.682	0.363	0.907	1.042	0.146	-0.082	NSEI
p_pelagic	13	2	1	0.434	0.431	0.175	0.707	1.046	0.142	0.021	NSEI
p_pelagic	13	2	2	0.208	0.192	0.063	0.437	1.042	0.099	0.161	NSEI
p_yellow	13	2	1	0.743	0.763	0.432	0.941	1.041	0.133	-0.151	NSEI
p_yellow	13	2	2	0.671	0.684	0.354	0.909	1.038	0.149	-0.087	NSEI
p_pelagic	13	20	1	0.465	0.462	0.221	0.718	1.031	0.131	0.023	NSEI
p_pelagic	13	20	2	0.224	0.209	0.081	0.460	1.020	0.096	0.157	NSEI
p_yellow	13	20	1	0.743	0.762	0.450	0.930	1.042	0.127	-0.149	NSEI
p_yellow	13	20	2	0.670	0.687	0.345	0.906	1.025	0.146	-0.116	NSEI
p_pelagic	13	21	1	0.464	0.456	0.231	0.723	1.027	0.128	0.062	NSEI
p_pelagic	13	21	2	0.226	0.211	0.084	0.442	1.029	0.096	0.157	NSEI
p_yellow	13	21	1	0.738	0.758	0.434	0.928	1.030	0.129	-0.155	NSEI
p_yellow	13	21	2	0.667	0.680	0.358	0.903	1.037	0.145	-0.090	NSEI
p_pelagic	13	22	2	0.228	0.213	0.085	0.444	1.016	0.095	0.158	NSEI
p_yellow	13	22	1	0.735	0.755	0.444	0.926	1.027	0.127	-0.157	NSEI
p_yellow	13	22	2	0.663	0.680	0.348	0.893	1.020	0.145	-0.117	NSEI
p_pelagic	13	23	2	0.129	0.119	0.048	0.263	1.010	0.057	0.176	NSEI
p_yellow	13	23	1	0.694	0.711	0.393	0.903	1.026	0.137	-0.124	NSEI
p_yellow	13	23	2	0.713	0.730	0.415	0.917	1.021	0.133	-0.128	NSEI
p_yellow	13	25	1	0.802	0.812	0.629	0.919	1.014	0.073	-0.136	NSEI
p_pelagic	13	3	1	0.438	0.436	0.174	0.713	1.060	0.143	0.014	NSEI
p_pelagic	13	3	2	0.208	0.192	0.062	0.438	1.050	0.100	0.160	NSEI
p_yellow	13	3	1	0.743	0.763	0.435	0.937	1.033	0.133	-0.151	NSEI
p_yellow	13	3	2	0.675	0.689	0.353	0.913	1.043	0.148	-0.095	NSEI
p_pelagic	13	4	1	0.434	0.428	0.183	0.716	1.045	0.142	0.042	NSEI
p_pelagic	13	4	2	0.208	0.191	0.062	0.435	1.047	0.098	0.173	NSEI
p_yellow	13	4	1	0.744	0.762	0.447	0.941	1.040	0.132	-0.136	NSEI
p_yellow	13	4	2	0.676	0.692	0.353	0.915	1.038	0.149	-0.108	NSEI
p_black	13	4	1	0.789	0.833	0.370	0.977	1.013	0.164	-0.269	NSEI
p_pelagic	13	5	1	0.436	0.435	0.178	0.716	1.057	0.142	0.007	NSEI
p_pelagic	13	5	2	0.206	0.189	0.062	0.434	1.055	0.098	0.174	NSEI
p_yellow	13	5	1	0.743	0.764	0.447	0.938	1.053	0.131	-0.160	NSEI
p_yellow	13	5	2	0.676	0.690	0.361	0.913	1.048	0.147	-0.095	NSEI
p_pelagic	13	6	1	0.435	0.434	0.176	0.716	1.057	0.143	0.007	NSEI
p_pelagic	13	6	2	0.207	0.190	0.062	0.443	1.053	0.099	0.171	NSEI
p_yellow	13	6	1	0.743	0.760	0.445	0.935	1.052	0.129	-0.132	NSEI
p_yellow	13	6	2	0.674	0.688	0.355	0.917	1.044	0.150	-0.094	NSEI
p_pelagic	13	7	1	0.440	0.438	0.183	0.711	1.044	0.140	0.014	NSEI
p_pelagic	13	7	2	0.211	0.195	0.064	0.438	1.044	0.099	0.161	NSEI
p_yellow	13	7	1	0.744	0.764	0.455	0.939	1.055	0.129	-0.155	NSEI
p_yellow	13	7	2	0.674	0.691	0.352	0.911	1.047	0.151	-0.113	NSEI
p_pelagic	13	8	1	0.438	0.439	0.178	0.701	1.058	0.139	-0.007	NSEI
p_pelagic	13	8	2	0.210	0.194	0.063	0.439	1.050	0.099	0.162	NSEI
p_yellow	13	8	1	0.743	0.762	0.444	0.936	1.051	0.129	-0.148	NSEI
p_yellow	13	8	2	0.672	0.685	0.339	0.915	1.040	0.150	-0.087	NSEI
p_pelagic	13	9	1	0.441	0.435	0.186	0.723	1.041	0.142	0.042	NSEI
p_pelagic	13	9	2	0.209	0.193	0.065	0.442	1.056	0.100	0.161	NSEI
p_yellow	13	9	1	0.744	0.765	0.453	0.937	1.044	0.128	-0.164	NSEI
p_yellow	13	9	2	0.673	0.688	0.346	0.919	1.039	0.151	-0.099	NSEI
p_pelagic	14	1	2	0.424	0.418	0.198	0.678	1.014	0.126	0.048	NSEO
p_pelagic	14	10	2	0.422	0.417	0.185	0.681	1.011	0.126	0.040	NSEO
p_pelagic	14	11	1	0.445	0.442	0.219	0.681	1.010	0.121	0.025	NSEO
p_pelagic	14	12	2	0.427	0.423	0.207	0.684	1.014	0.123	0.032	NSEO
p_pelagic	14	13	2	0.422	0.416	0.195	0.668	1.016	0.123	0.049	NSEO
p_pelagic	14	15	2	0.425	0.420	0.196	0.681	1.012	0.126	0.040	NSEO
p_pelagic	14	16	1	0.442	0.438	0.214	0.688	1.011	0.126	0.032	NSEO
p_pelagic	14	17	2	0.423	0.419	0.195	0.686	1.018	0.126	0.032	NSEO
p_pelagic	14	19	2	0.425	0.420	0.204	0.672	1.013	0.124	0.040	NSEO
p_pelagic	14	21	2	0.427	0.419	0.199	0.676	1.012	0.125	0.064	NSEO
p_pelagic	14	3	2	0.420	0.411	0.202	0.669	1.013	0.124	0.072	NSEO
p_pelagic	14	4	1	0.444	0.436	0.216	0.700	1.011	0.125	0.064	NSEO
p_pelagic	14	4	2	0.425	0.420	0.201	0.677	1.010	0.124	0.040	NSEO
p_dsr	14	44	1	0.082	0.064	0.014	0.268	1.038	0.065	0.276	NSEO
p_pelagic	14	8	1	0.441	0.436	0.217	0.684	1.011	0.123	0.041	NSEO
p_pelagic	14	9	1	0.442	0.441	0.214	0.686	1.010	0.123	0.008	NSEO
p_yellow	15	1	1	0.410	0.401	0.167	0.701	1.012	0.141	0.064	SSEI
p_yellow	15	1	2	0.403	0.395	0.155	0.693	1.011	0.144	0.056	SSEI
p_yellow	15	10	1	0.412	0.402	0.156	0.704	1.015	0.146	0.069	SSEI
p_yellow	15	10	2	0.400	0.388	0.156	0.703	1.013	0.143	0.084	SSEI
p_yellow	15	11	1	0.413	0.405	0.158	0.709	1.018	0.146	0.055	SSEI
p_yellow	15	11	2	0.402	0.394	0.153	0.688	1.015	0.143	0.056	SSEI
p_yellow	15	12	1	0.412	0.403	0.159	0.711	1.014	0.147	0.061	SSEI
p_yellow	15	12	2	0.401	0.391	0.151	0.694	1.010	0.144	0.069	SSEI
p_yellow	15	13	1	0.409	0.402	0.164	0.706	1.011	0.142	0.049	SSEI
p_yellow	15	13	2	0.402	0.392	0.150	0.692	1.020	0.143	0.070	SSEI
p_yellow	15	14	1	0.412	0.407	0.165	0.705	1.017	0.141	0.036	SSEI
p_yellow	15	14	2	0.401	0.390	0.162	0.697	1.020	0.143	0.077	SSEI
p_yellow	15	15	2	0.404	0.396	0.158	0.705	1.022	0.142	0.056	SSEI
p_yellow	15	16	1	0.410	0.405	0.161	0.696	1.012	0.143	0.035	SSEI
p_yellow	15	16	2	0.400	0.394	0.155	0.688	1.024	0.140	0.043	SSEI
p_yellow	15	17	1	0.410	0.402	0.160	0.707	1.026	0.145	0.055	SSEI
p_yellow	15	17	2	0.401	0.391	0.160	0.701	1.014	0.143	0.070	SSEI
p_yellow	15	18	1	0.415	0.408	0.164	0.699	1.010	0.142	0.049	SSEI
p_yellow	15	18	2	0.400	0.391	0.155	0.697	1.013	0.142	0.063	SSEI
p_yellow	15	2	1	0.411	0.399	0.161	0.713	1.011	0.144	0.083	SSEI
p_yellow	15	2	2	0.407	0.397	0.165	0.695	1.015	0.141	0.071	SSEI
p_yellow	15	20	1	0.408	0.400	0.163	0.709	1.016	0.144	0.056	SSEI
p_yellow	15	20	2	0.401	0.390	0.159	0.704	1.010	0.143	0.077	SSEI
p_yellow	15	21	1	0.414	0.405	0.161	0.716	1.014	0.145	0.062	SSEI
p_yellow	15	21	2	0.402	0.394	0.157	0.691	1.017	0.141	0.057	SSEI
p_yellow	15	22	2	0.406	0.396	0.161	0.692	1.014	0.138	0.072	SSEI
p_yellow	15	23	1	0.339	0.325	0.117	0.636	1.021	0.136	0.103	SSEI
p_yellow	15	23	2	0.492	0.490	0.207	0.783	1.011	0.151	0.013	SSEI
p_slope	15	24	1	0.250	0.217	0.046	0.611	1.010	0.151	0.218	SSEI
p_yellow	15	3	1	0.411	0.404	0.162	0.708	1.013	0.143	0.049	SSEI
p_yellow	15	4	1	0.412	0.404	0.163	0.707	1.023	0.142	0.056	SSEI
p_yellow	15	5	1	0.413	0.406	0.162	0.717	1.019	0.142	0.049	SSEI
p_yellow	15	6	1	0.411	0.403	0.155	0.701	1.013	0.143	0.056	SSEI
p_yellow	15	6	2	0.405	0.391	0.156	0.704	1.010	0.145	0.097	SSEI
p_yellow	15	7	2	0.404	0.391	0.155	0.708	1.010	0.145	0.090	SSEI
p_yellow	15	8	1	0.414	0.404	0.160	0.710	1.013	0.146	0.069	SSEI
p_yellow	15	9	1	0.411	0.399	0.159	0.711	1.012	0.145	0.083	SSEI
p_pelagic	16	1	1	0.415	0.412	0.170	0.671	1.027	0.132	0.023	SSEO
p_pelagic	16	1	2	0.398	0.392	0.165	0.657	1.032	0.132	0.046	SSEO
p_pelagic	16	10	1	0.424	0.422	0.182	0.685	1.028	0.132	0.015	SSEO
p_pelagic	16	10	2	0.398	0.392	0.165	0.660	1.035	0.129	0.046	SSEO
p_pelagic	16	11	1	0.421	0.416	0.184	0.684	1.027	0.133	0.038	SSEO
p_pelagic	16	11	2	0.399	0.392	0.165	0.675	1.030	0.132	0.053	SSEO
p_pelagic	16	12	1	0.422	0.421	0.179	0.689	1.029	0.132	0.008	SSEO
p_pelagic	16	12	2	0.402	0.399	0.162	0.663	1.033	0.131	0.023	SSEO
p_pelagic	16	13	1	0.422	0.418	0.182	0.678	1.035	0.129	0.031	SSEO
p_pelagic	16	13	2	0.398	0.394	0.160	0.658	1.022	0.131	0.031	SSEO
p_slope	16	13	1	0.087	0.065	0.012	0.293	1.011	0.076	0.291	SSEO
p_pelagic	16	14	1	0.421	0.415	0.180	0.688	1.029	0.133	0.045	SSEO
p_pelagic	16	14	2	0.400	0.395	0.174	0.666	1.035	0.128	0.039	SSEO
p_pelagic	16	15	1	0.424	0.418	0.184	0.683	1.020	0.130	0.046	SSEO
p_pelagic	16	15	2	0.401	0.399	0.166	0.666	1.029	0.131	0.015	SSEO
p_pelagic	16	16	1	0.424	0.420	0.189	0.681	1.040	0.130	0.031	SSEO
p_pelagic	16	16	2	0.405	0.397	0.166	0.664	1.032	0.129	0.062	SSEO
p_pelagic	16	17	1	0.429	0.422	0.189	0.685	1.030	0.130	0.054	SSEO
p_pelagic	16	17	2	0.405	0.396	0.169	0.671	1.020	0.130	0.069	SSEO
p_pelagic	16	18	1	0.427	0.425	0.189	0.679	1.024	0.130	0.015	SSEO
p_pelagic	16	18	2	0.403	0.399	0.174	0.669	1.029	0.128	0.031	SSEO
p_pelagic	16	19	1	0.433	0.431	0.191	0.678	1.022	0.127	0.016	SSEO
p_pelagic	16	19	2	0.411	0.405	0.184	0.672	1.018	0.126	0.048	SSEO
p_pelagic	16	2	1	0.422	0.418	0.175	0.682	1.035	0.132	0.030	SSEO
p_pelagic	16	2	2	0.399	0.394	0.159	0.673	1.039	0.132	0.038	SSEO
p_pelagic	16	20	1	0.434	0.432	0.198	0.688	1.027	0.128	0.016	SSEO
p_pelagic	16	20	2	0.409	0.403	0.182	0.667	1.016	0.127	0.047	SSEO
p_pelagic	16	21	1	0.438	0.435	0.211	0.695	1.013	0.127	0.024	SSEO
p_pelagic	16	21	2	0.416	0.413	0.185	0.672	1.019	0.128	0.023	SSEO
p_pelagic	16	22	2	0.415	0.408	0.190	0.663	1.011	0.123	0.057	SSEO
p_pelagic	16	23	2	0.315	0.304	0.127	0.557	1.019	0.113	0.097	SSEO
p_slope	16	24	1	0.116	0.087	0.029	0.347	1.014	0.078	0.370	SSEO
p_slope	16	27	1	0.144	0.114	0.066	0.367	1.019	0.077	0.392	SSEO
p_slope	16	28	1	0.111	0.082	0.039	0.314	1.011	0.072	0.402	SSEO
p_slope	16	29	1	0.119	0.087	0.050	0.312	1.013	0.071	0.448	SSEO
p_pelagic	16	3	1	0.420	0.418	0.177	0.689	1.029	0.134	0.015	SSEO
p_pelagic	16	3	2	0.392	0.390	0.154	0.659	1.034	0.133	0.015	SSEO
p_pelagic	16	4	1	0.417	0.413	0.171	0.684	1.026	0.132	0.030	SSEO
p_pelagic	16	4	2	0.394	0.390	0.163	0.665	1.038	0.131	0.031	SSEO
p_pelagic	16	5	1	0.419	0.414	0.180	0.681	1.026	0.132	0.038	SSEO
p_pelagic	16	5	2	0.398	0.393	0.158	0.668	1.030	0.133	0.038	SSEO
p_pelagic	16	6	1	0.420	0.419	0.168	0.679	1.037	0.133	0.008	SSEO
p_pelagic	16	6	2	0.398	0.391	0.157	0.662	1.038	0.132	0.053	SSEO
p_pelagic	16	7	1	0.421	0.419	0.171	0.688	1.033	0.134	0.015	SSEO
p_pelagic	16	7	2	0.399	0.395	0.156	0.668	1.044	0.131	0.030	SSEO
p_pelagic	16	8	1	0.421	0.416	0.179	0.685	1.025	0.132	0.038	SSEO
p_pelagic	16	8	2	0.395	0.391	0.156	0.673	1.038	0.133	0.030	SSEO
p_pelagic	16	9	1	0.421	0.418	0.169	0.687	1.026	0.135	0.022	SSEO
p_pelagic	16	9	2	0.398	0.391	0.165	0.665	1.037	0.131	0.053	SSEO
p_pelagic	3	1	1	0.529	0.534	0.277	0.768	1.028	0.127	-0.039	PWSI
p_pelagic	3	1	2	0.175	0.163	0.058	0.372	1.041	0.081	0.148	PWSI
p_pelagic	3	10	1	0.524	0.528	0.270	0.773	1.028	0.133	-0.030	PWSI
p_pelagic	3	10	2	0.175	0.164	0.058	0.368	1.037	0.080	0.138	PWSI
p_pelagic	3	11	1	0.527	0.529	0.270	0.767	1.039	0.129	-0.015	PWSI
p_pelagic	3	11	2	0.176	0.162	0.059	0.371	1.032	0.081	0.172	PWSI
p_pelagic	3	12	1	0.526	0.528	0.272	0.771	1.033	0.130	-0.015	PWSI
p_pelagic	3	12	2	0.173	0.159	0.059	0.372	1.046	0.081	0.172	PWSI
p_pelagic	3	13	1	0.526	0.528	0.274	0.768	1.034	0.131	-0.015	PWSI
p_pelagic	3	13	2	0.174	0.162	0.059	0.364	1.033	0.079	0.153	PWSI
p_pelagic	3	14	1	0.528	0.528	0.273	0.765	1.041	0.129	0.000	PWSI
p_pelagic	3	14	2	0.175	0.162	0.059	0.365	1.040	0.079	0.164	PWSI
p_pelagic	3	15	1	0.530	0.535	0.275	0.774	1.020	0.130	-0.038	PWSI
p_pelagic	3	15	2	0.175	0.160	0.059	0.374	1.019	0.081	0.186	PWSI
p_pelagic	3	16	1	0.529	0.532	0.274	0.766	1.016	0.130	-0.023	PWSI
p_pelagic	3	16	2	0.179	0.166	0.063	0.360	1.040	0.079	0.164	PWSI
p_pelagic	3	17	1	0.531	0.529	0.281	0.770	1.016	0.129	0.016	PWSI
p_pelagic	3	17	2	0.177	0.165	0.061	0.377	1.034	0.081	0.148	PWSI
p_pelagic	3	18	1	0.531	0.535	0.278	0.767	1.022	0.130	-0.031	PWSI
p_pelagic	3	18	2	0.178	0.165	0.060	0.366	1.018	0.079	0.164	PWSI
p_pelagic	3	19	1	0.534	0.538	0.285	0.772	1.017	0.127	-0.031	PWSI
p_pelagic	3	19	2	0.179	0.167	0.063	0.367	1.027	0.079	0.152	PWSI
p_pelagic	3	2	1	0.527	0.530	0.270	0.769	1.039	0.130	-0.023	PWSI
p_pelagic	3	2	2	0.175	0.161	0.060	0.372	1.024	0.081	0.173	PWSI
p_pelagic	3	20	1	0.453	0.453	0.318	0.588	1.010	0.069	0.000	PWSI
p_pelagic	3	3	1	0.526	0.528	0.258	0.770	1.047	0.133	-0.015	PWSI
p_pelagic	3	3	2	0.175	0.162	0.059	0.376	1.032	0.081	0.161	PWSI
p_pelagic	3	4	1	0.528	0.529	0.277	0.783	1.031	0.132	-0.008	PWSI
p_pelagic	3	4	2	0.175	0.159	0.061	0.367	1.033	0.082	0.195	PWSI
p_pelagic	3	5	1	0.523	0.526	0.273	0.766	1.031	0.130	-0.023	PWSI
p_pelagic	3	5	2	0.176	0.161	0.060	0.367	1.019	0.080	0.187	PWSI
p_pelagic	3	6	1	0.524	0.527	0.262	0.769	1.049	0.134	-0.022	PWSI
p_pelagic	3	6	2	0.176	0.163	0.058	0.375	1.037	0.081	0.161	PWSI
p_pelagic	3	7	1	0.524	0.526	0.266	0.768	1.037	0.132	-0.015	PWSI
p_pelagic	3	7	2	0.177	0.163	0.058	0.368	1.021	0.081	0.173	PWSI
p_pelagic	3	8	1	0.526	0.527	0.262	0.774	1.033	0.133	-0.008	PWSI
p_pelagic	3	8	2	0.177	0.165	0.057	0.372	1.030	0.082	0.147	PWSI
p_pelagic	3	9	1	0.523	0.526	0.264	0.772	1.044	0.133	-0.023	PWSI
p_pelagic	3	9	2	0.174	0.160	0.061	0.368	1.020	0.080	0.175	PWSI
p_yellow	4	1	2	0.872	0.889	0.683	0.976	1.010	0.078	-0.217	PWSO
p_yellow	4	12	2	0.873	0.890	0.676	0.971	1.011	0.077	-0.222	PWSO
p_yellow	4	14	2	0.876	0.893	0.686	0.972	1.012	0.074	-0.229	PWSO
p_pelagic	4	16	2	0.535	0.536	0.286	0.782	1.012	0.129	-0.008	PWSO
p_yellow	4	16	1	0.878	0.893	0.698	0.971	1.011	0.071	-0.212	PWSO
p_yellow	4	17	1	0.877	0.891	0.691	0.970	1.012	0.073	-0.193	PWSO
p_yellow	4	17	2	0.871	0.888	0.678	0.968	1.013	0.077	-0.221	PWSO
p_pelagic	4	25	2	0.598	0.599	0.482	0.711	1.011	0.058	-0.017	PWSO
p_pelagic	4	4	2	0.535	0.536	0.281	0.771	1.010	0.130	-0.008	PWSO
p_yellow	4	5	2	0.876	0.893	0.694	0.971	1.011	0.074	-0.229	PWSO
p_yellow	4	7	2	0.875	0.891	0.683	0.973	1.012	0.076	-0.211	PWSO
p_yellow	4	8	2	0.875	0.891	0.690	0.972	1.014	0.074	-0.215	PWSO
p_black	8	11	1	0.688	0.727	0.221	0.959	1.014	0.202	-0.193	afognak
p_black	8	15	1	0.692	0.734	0.223	0.962	1.011	0.200	-0.210	afognak
p_black	8	37	1	0.542	0.393	0.316	0.980	3.607	0.264	0.563	afognak
p_black	8	40	1	0.491	0.416	0.344	0.965	1.078	0.196	0.383	afognak
p_black	8	48	1	0.598	0.505	0.410	0.980	1.087	0.201	0.463	afognak
p_black	8	5	1	0.688	0.730	0.225	0.960	1.014	0.201	-0.209	afognak

Table Xb. True parameters with an Rhat in excess of 1.1

variable	area_n	year/species	mean	median	lower	upper	Rhat	sd	skew	year	area
mu_beta0_pH	1	1	0.689	0.722	-0.576	1.785	1.253	0.600	-0.055		CI
tau_beta0_pH	1	1	7.812	3.287	0.133	49.242	1.119	13.064	0.346		CI
mu_beta1_pH	1	1	3.052	2.797	1.355	6.122	1.515	1.344	0.190		CI
beta0_pH	1	1	0.317	0.388	-0.272	0.735	1.967	0.287	-0.248		CI
beta1_pH	1	1	3.441	3.024	2.140	7.313	2.085	1.246	0.335		CI
beta2_pH	1	1	0.572	0.458	0.179	1.746	1.692	0.428	0.266		CI
beta3_pH	1	1	35.663	35.373	33.000	40.768	1.444	1.885	0.154		CI
beta4_pH	10	4	4.451	0.428	0.008	19.630	1.284	94.738	0.042		northeast
beta4_pH	10	5	8.348	0.376	0.008	17.742	1.269	256.222	0.031		northeast
beta0_pH	11	1	0.440	0.448	-0.072	0.854	1.533	0.251	-0.032		CSEO
beta0_pH	11	4	0.511	0.524	-0.444	1.406	1.121	0.452	-0.029		CSEO
beta1_pH	11	1	2.362	2.487	1.231	3.402	3.611	0.621	-0.201		CSEO
beta2_pH	11	1	-0.577	0.474	-5.543	1.342	4.004	2.026	-0.519		CSEO
beta2_pH	11	4	-3.282	-1.448	-19.100	-0.443	1.434	4.540	-0.404		CSEO
beta3_pH	11	1	35.396	32.396	29.835	42.992	16.459	5.353	0.560		CSEO
beta4_pH	11	1	0.478	0.457	0.429	0.550	6.667	0.042	0.498		CSEO
beta0_pelagic	11		-0.298	-0.233	-0.809	0.038	2.683	0.245	-0.265		CSEO
beta1_pelagic	11		1.320	1.247	0.909	1.954	2.953	0.305	0.239		CSEO
beta2_pelagic	11		1.204	0.775	0.213	4.363	1.346	1.108	0.387		CSEO
beta3_pelagic	11		29.323	29.361	27.062	32.192	1.242	1.234	-0.031		CSEO
beta2_yellow	11		-2.605	-1.981	-12.446	-0.517	1.351	2.906	-0.215		CSEO
beta2_pH	12	1	1.663	1.298	0.618	3.834	1.735	0.935	0.391		EWYKT
beta2_pH	12	4	-4.060	-2.313	-19.750	-0.697	1.335	4.550	-0.384		EWYKT
beta3_pH	12	1	30.658	30.697	29.569	31.563	1.136	0.518	-0.075		EWYKT
beta0_yellow	12		-1.169	-1.143	-1.538	-0.942	1.128	0.172	-0.151		EWYKT
beta0_pH	13	1	-1.132	-0.932	-2.359	-0.651	1.835	0.516	-0.387		NSEI
beta0_pH	13	4	0.351	0.409	-1.044	1.145	1.706	0.514	-0.113		NSEI
beta1_pH	13	1	4.209	3.743	3.313	7.989	1.801	1.228	0.379		NSEI
beta1_pH	13	4	1.689	1.625	0.813	3.159	1.692	0.553	0.116		NSEI
beta2_pH	13	1	0.877	0.841	0.163	1.924	1.476	0.473	0.076		NSEI
beta2_pH	13	3	-5.325	-4.148	-15.375	-0.998	1.150	3.898	-0.302		NSEI
beta2_pH	13	4	-3.903	-2.352	-18.974	-0.615	1.374	4.456	-0.348		NSEI
beta3_pH	13	1	31.008	30.777	29.688	34.608	1.294	1.058	0.218		NSEI
beta0_pelagic	13		-0.303	-0.208	-1.111	0.214	1.190	0.380	-0.250		NSEI
beta1_pelagic	13		2.129	2.362	0.719	3.374	1.282	0.808	-0.288		NSEI
beta2_pelagic	13		0.508	0.222	0.098	3.311	1.296	0.857	0.334		NSEI
beta3_pelagic	13		35.244	34.991	28.632	40.687	1.457	3.337	0.076		NSEI
beta1_yellow	13		2.403	2.304	1.535	3.758	1.189	0.568	0.174		NSEI
beta2_yellow	13		-1.343	-0.654	-7.362	-0.257	1.120	2.330	-0.296		NSEI
beta0_black	13		0.524	0.438	0.021	1.299	1.459	0.387	0.222		NSEI
beta1_black	13		1.104	1.206	0.019	1.951	1.305	0.565	-0.181		NSEI
beta3_black	13		36.674	37.848	22.275	41.356	1.285	4.241	-0.277		NSEI
beta0_pH	14	4	0.141	0.113	-0.693	1.025	1.105	0.448	0.063		NSEO
beta1_pH	14	1	2.939	2.938	2.326	3.539	1.171	0.328	0.003		NSEO
beta2_pH	14	1	1.344	1.034	0.521	3.703	1.573	0.820	0.378		NSEO
beta2_pH	14	4	-3.435	-1.933	-19.147	-0.641	1.506	4.365	-0.344		NSEO
beta0_pelagic	14		-0.236	-0.230	-0.527	0.026	1.123	0.143	-0.042		NSEO
beta3_pelagic	14		34.653	34.257	31.532	39.729	1.202	1.946	0.203		NSEO
beta0_pH	15	1	-0.019	-0.010	-0.441	0.392	1.103	0.221	-0.041		SSEI
beta0_pH	15	4	0.274	0.232	-0.765	1.220	1.821	0.499	0.084		SSEI
beta1_pH	15	4	1.722	1.763	0.645	2.724	1.765	0.535	-0.077		SSEI
beta2_pH	15	1	1.054	0.863	0.352	3.401	1.392	0.702	0.272		SSEI
beta2_pH	15	4	-4.080	-2.382	-19.023	-0.589	1.337	4.669	-0.364		SSEI
beta3_pH	15	4	41.805	41.897	40.030	42.890	1.157	0.747	-0.123		SSEI
beta0_yellow	15		-1.019	-1.013	-1.300	-0.790	1.180	0.124	-0.049		SSEI
beta2_yellow	15		-5.863	-3.353	-19.901	-0.650	1.355	5.435	-0.462		SSEI
beta3_yellow	15		32.094	30.968	28.156	38.443	1.356	3.188	0.353		SSEI
beta0_pH	16	1	-0.686	-0.679	-1.053	-0.308	1.175	0.194	-0.036		SSEO
beta1_pH	16	1	3.665	3.654	3.098	4.232	1.240	0.293	0.038		SSEO
beta2_pH	16	1	1.500	1.155	0.683	3.745	2.125	0.838	0.411		SSEO
beta2_pH	16	4	-4.430	-2.948	-19.094	-1.103	1.335	4.324	-0.343		SSEO
beta0_pelagic	16		-0.359	-0.287	-1.209	0.067	1.228	0.295	-0.244		SSEO
beta1_pelagic	16		1.418	1.281	0.682	2.544	1.167	0.484	0.283		SSEO
beta3_pelagic	16		31.431	31.257	26.954	38.682	1.283	2.260	0.077		SSEO
mu_beta1_pH	2	1	2.342	2.141	1.222	4.884	1.104	1.258	0.160		NG
mu_beta2_pH	2	1	1.702	1.063	0.018	7.676	1.147	1.985	0.322		NG
tau_beta2_pH	2	1	8.608	1.360	0.054	67.083	1.135	16.861	0.430		NG
beta0_pH	2	1	0.864	0.850	0.389	1.289	1.540	0.273	0.051		NG
beta1_pH	2	1	2.550	2.268	1.657	4.399	1.429	0.727	0.388		NG
beta2_pH	2	1	0.564	0.403	0.104	2.016	1.246	0.524	0.307		NG
beta3_pH	2	1	31.924	31.675	28.109	37.509	1.109	2.205	0.113		NG
beta2_yellow	2		-6.703	-3.544	-23.056	-0.335	1.470	6.398	-0.494		NG
mu_beta0_pH	3	4	0.456	0.448	-0.464	1.343	1.168	0.478	0.017		PWSI
mu_beta1_pH	3	1	3.028	2.988	1.969	4.363	1.227	0.629	0.064		PWSI
tau_beta1_pH	3	1	17.266	10.637	1.116	72.451	1.298	18.284	0.363		PWSI
tau_beta1_pH	3	4	10.666	5.793	0.619	58.762	1.365	14.536	0.335		PWSI
mu_beta2_pH	3	1	2.134	1.031	0.070	9.522	1.602	2.551	0.432		PWSI
mu_beta2_pH	3	3	-5.193	-4.282	-14.357	-0.446	1.114	3.711	-0.245		PWSI
mu_beta2_pH	3	4	-1.171	-1.275	-18.996	11.013	1.251	6.432	0.016		PWSI
tau_beta2_pH	3	1	11.072	2.344	0.043	71.724	1.407	18.974	0.460		PWSI
beta0_pH	3	1	0.786	0.990	-0.826	1.544	2.424	0.647	-0.315		PWSI
beta1_pH	3	1	2.845	2.688	1.417	4.774	2.739	0.981	0.160		PWSI
beta2_pH	3	1	0.498	0.240	0.083	2.286	1.707	0.592	0.436		PWSI
beta3_pH	3	1	32.179	32.432	24.445	39.093	1.181	3.175	-0.080		PWSI
beta0_pelagic	3		0.108	0.127	-0.391	0.486	1.289	0.238	-0.080		PWSI
beta1_pelagic	3		0.825	0.808	0.412	1.395	1.226	0.241	0.071		PWSI
beta3_pelagic	3		26.882	26.263	22.567	31.208	1.224	2.786	0.222		PWSI
beta2_yellow	3		-6.221	-4.899	-20.001	-0.289	1.163	5.285	-0.250		PWSI
beta0_pH	4	1	0.807	0.892	-0.177	1.713	1.433	0.500	-0.170		PWSO
beta1_pH	4	1	3.304	3.033	1.907	5.963	2.202	1.058	0.256		PWSO
beta2_pH	4	1	0.343	0.268	0.094	1.076	1.550	0.335	0.224		PWSO
beta3_pH	4	1	32.136	31.368	26.153	38.548	2.120	3.381	0.227		PWSO
beta0_pelagic	4		0.168	0.183	-0.413	0.598	1.121	0.220	-0.068		PWSO
beta1_pelagic	4		0.891	0.876	0.431	1.425	1.109	0.238	0.063		PWSO
beta2_pelagic	4		6.116	4.150	0.241	21.268	1.310	5.919	0.332		PWSO
beta2_pH	5	1	2.419	1.777	0.375	9.547	1.143	2.306	0.278		BSAI
beta0_pH	6	1	-0.360	-0.340	-1.119	0.210	1.129	0.319	-0.063		SOKO2SAP
beta1_pH	6	1	2.102	1.979	1.127	3.909	1.140	0.688	0.179		SOKO2SAP
beta2_pH	6	1	1.364	0.540	0.163	8.075	1.155	2.134	0.386		SOKO2SAP
beta3_pH	6	1	34.625	34.131	27.452	41.865	1.443	3.393	0.146		SOKO2SAP
beta4_pH	6	5	1.020	0.757	0.196	3.181	1.239	2.864	0.092		SOKO2SAP
beta4_pelagic	7		0.271	0.761	-14.111	14.392	1.202	12.051	-0.041		WKMA
beta2_pH	8	1	1.338	0.572	0.189	7.392	1.197	2.023	0.379		afognak
beta2_pH	8	3	2.568	1.766	0.524	9.004	1.169	2.269	0.353		afognak
beta3_pH	8	1	38.054	38.410	31.590	41.721	1.131	2.531	-0.141		afognak
beta0_black	8		0.979	0.966	0.531	1.504	1.210	0.247	0.053		afognak
beta0_pH	9	1	-0.470	-0.413	-1.670	0.262	1.108	0.461	-0.124		eastside
beta0_pH	9	3	-3.109	-3.016	-5.473	-1.366	1.143	1.004	-0.093		eastside
beta1_pH	9	3	5.695	5.340	3.474	10.475	1.291	1.646	0.216		eastside
beta2_pH	9	1	1.760	0.816	0.237	8.239	1.125	2.225	0.424		eastside
beta3_pH	9	1	30.646	30.723	26.803	35.063	1.278	2.324	-0.033		eastside
lambda_H	10		0.335	0.175	0.027	1.234	1.130	1.311	0.122		northeast
b1_pG	15		30.700	30.813	14.661	46.852	1.108	8.975	-0.013		SSEI
lambda_H	16		0.806	0.308	0.032	4.506	1.185	1.810	0.275		SSEO
pG	2	44	0.711	0.709	0.627	0.802	1.104	0.044	0.046		NG
pG	2	47	0.757	0.754	0.662	0.873	1.134	0.052	0.058		NG
lambda_H	5		3.817	0.626	0.016	27.014	1.190	11.089	0.288		BSAI
pG	6	31	0.302	0.290	0.115	0.578	1.138	0.118	0.101		SOKO2SAP
pG	6	32	0.269	0.259	0.091	0.510	1.138	0.109	0.092		SOKO2SAP
pG	6	42	0.121	0.116	0.049	0.225	1.112	0.046	0.110		SOKO2SAP

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.01	1,838.00	391.00	2,258.00	477.00
Prop. of total	0.82	0.18	0.83	0.17
Prop. median less than 1	0.10	0.12	0.16	0.34
Prop. median less than 10	0.17	0.35	0.29	0.58
Prop. median less than 50	0.27	0.56	0.42	0.68
Median of the median values	635.56	29.29	123.13	4.78
Mean of the median values	2,030.68	545.23	933.02	271.80
Mean skew of posteriors	0.18	0.27	0.25	0.25

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.1	44.00	17.00	332.00	55.00
Prop. of total	0.72	0.28	0.86	0.14
Prop. median less than 1	0.45	0.29	0.20	0.64
Prop. median less than 10	0.45	0.53	0.28	0.89
Prop. median less than 50	0.55	0.82	0.30	0.93
Median of the median values	36.24	6.60	424.41	0.27
Mean of the median values	2,113.30	298.18	1,128.64	8.21
Mean skew of posteriors	0.20	0.22	0.26	0.16

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable	Freq
beta0_black	2
beta0_pelagic	6
beta0_pH	12
beta0_yellow	2
beta1_black	1
beta1_pelagic	4
beta1_pH	12
beta1_yellow	1
beta2_pelagic	3
beta2_pH	22
beta2_yellow	5
beta3_black	1
beta3_pelagic	5
beta3_pH	10
beta3_yellow	1
beta4_pelagic	1
beta4_pH	4
Bp_ay	10
Bp_ayg	13
H_ay	2
H_ayg	1
H_ayu	2
Hb_ay	15
Hb_ayg	2
Hb_ayu	2
Hd_ay	1
Hd_ayg	1
Ho_ay	9
Ho_ayg	2
Ho_ayu	22
Hp_ay	16
Hp_ayg	2
Hp_ayu	2
Hs_ay	1
Hs_ayg	1
Hs_ayu	6
Htrend_ay	7
Hy_ay	8
Hy_ayg	3
lambda_H	3
mu_beta0_pH	2
mu_beta1_pH	2
mu_beta2_pH	4
p_black	2
p_pelagic	37
p_slope	3
pG	4
pH	114
R_ay	61
R_ayg	91
R_ayu	24
Rb_ay	75
Rb_ayg	82
Rb_ayu	34
Rd_ay	4
Rd_ayg	1
Rd_ayu	6
re_black	18
re_pelagic	76
re_pH	209
re_yellow	22
Ro_ay	45
Ro_ayg	31
Ro_ayu	56
Rp_ay	73
Rp_ayg	83
Rp_ayu	35
Rs_ay	2
Rs_ayg	14
Rs_ayu	19
Ry_ay	15
Ry_ayg	12
Ry_ayu	25
sd_pH	1
tau_beta0_pH	1
tau_beta1_pH	2
tau_beta2_pH	2
tau_pH	1

Parameter estimates:

Summary Table of Parameter Estimates

Parameter	mean	sd	Lower_CI	Median	Upper_CI
mu_bc_H[1]	-0.145	0.064	-0.267	-0.146	-0.014
mu_bc_H[2]	-0.111	0.039	-0.180	-0.114	-0.025
mu_bc_H[3]	-0.421	0.068	-0.548	-0.424	-0.281
mu_bc_H[4]	-1.157	0.222	-1.630	-1.146	-0.743
mu_bc_H[5]	1.365	1.296	0.013	1.064	4.710
mu_bc_H[6]	-2.349	0.360	-3.008	-2.356	-1.609
mu_bc_H[7]	-0.485	0.109	-0.709	-0.483	-0.278
mu_bc_H[8]	0.279	0.362	-0.309	0.247	1.107
mu_bc_H[9]	-0.346	0.148	-0.648	-0.340	-0.070
mu_bc_H[10]	-0.126	0.063	-0.245	-0.126	0.000
mu_bc_H[11]	-0.115	0.039	-0.190	-0.114	-0.041
mu_bc_H[12]	-0.263	0.113	-0.507	-0.256	-0.063
mu_bc_H[13]	-0.178	0.071	-0.314	-0.178	-0.039
mu_bc_H[14]	-0.358	0.099	-0.573	-0.351	-0.177
mu_bc_H[15]	-0.336	0.049	-0.427	-0.337	-0.238
mu_bc_H[16]	-0.210	0.400	-0.909	-0.234	0.675
mu_bc_R[1]	1.636	0.185	1.265	1.639	1.998
mu_bc_R[2]	1.611	0.093	1.430	1.610	1.791
mu_bc_R[3]	1.369	0.150	1.067	1.365	1.667
mu_bc_R[4]	1.100	0.181	0.725	1.099	1.446
mu_bc_R[5]	1.512	0.779	-0.023	1.536	2.953
mu_bc_R[6]	-2.021	0.707	-3.395	-2.017	-0.654
mu_bc_R[7]	0.303	0.200	-0.082	0.301	0.702
mu_bc_R[8]	0.524	0.232	0.092	0.516	1.010
mu_bc_R[9]	0.628	0.262	0.101	0.627	1.139
mu_bc_R[10]	1.570	0.163	1.247	1.567	1.879
mu_bc_R[11]	0.982	0.130	0.722	0.979	1.243
mu_bc_R[12]	0.950	0.286	0.408	0.947	1.510
mu_bc_R[13]	1.140	0.173	0.804	1.138	1.489
mu_bc_R[14]	1.185	0.218	0.750	1.189	1.602
mu_bc_R[15]	0.698	0.187	0.338	0.696	1.076
mu_bc_R[16]	1.116	0.169	0.787	1.116	1.448
tau_pH[1]	2.215	0.290	1.703	2.252	2.723
tau_pH[2]	1.578	0.153	1.300	1.570	1.897
tau_pH[3]	1.322	0.124	1.097	1.315	1.591
tau_pH[4]	1.220	0.174	0.926	1.199	1.596
tau_pH[5]	0.457	0.080	0.321	0.452	0.633
beta0_pH[1,1]	0.317	0.287	-0.272	0.388	0.735
beta0_pH[2,1]	0.864	0.273	0.389	0.850	1.289
beta0_pH[3,1]	0.786	0.647	-0.826	0.990	1.544
beta0_pH[4,1]	0.807	0.500	-0.177	0.892	1.713
beta0_pH[5,1]	-0.810	0.390	-1.724	-0.765	-0.182
beta0_pH[6,1]	-0.360	0.319	-1.119	-0.340	0.210
beta0_pH[7,1]	0.758	0.011	0.738	0.758	0.778
beta0_pH[8,1]	-0.246	0.256	-0.808	-0.186	0.135
beta0_pH[9,1]	-0.470	0.461	-1.670	-0.413	0.262
beta0_pH[10,1]	0.146	0.187	-0.197	0.139	0.537
beta0_pH[11,1]	0.440	0.251	-0.072	0.448	0.854
beta0_pH[12,1]	0.649	0.217	0.234	0.646	1.085
beta0_pH[13,1]	-1.132	0.516	-2.359	-0.932	-0.651
beta0_pH[14,1]	-0.080	0.187	-0.436	-0.079	0.245
beta0_pH[15,1]	-0.019	0.221	-0.441	-0.010	0.392
beta0_pH[16,1]	-0.686	0.194	-1.053	-0.679	-0.308
beta0_pH[1,2]	2.566	0.084	2.406	2.565	2.736
beta0_pH[2,2]	3.080	0.022	3.036	3.080	3.123
beta0_pH[3,2]	3.628	0.040	3.552	3.627	3.710
beta0_pH[4,2]	2.936	0.019	2.897	2.936	2.973
beta0_pH[5,2]	4.577	1.368	2.782	4.309	8.117
beta0_pH[6,2]	3.326	0.158	3.024	3.320	3.646
beta0_pH[7,2]	2.032	0.049	1.938	2.031	2.128
beta0_pH[8,2]	2.821	0.066	2.695	2.819	2.960
beta0_pH[9,2]	3.970	0.206	3.587	3.966	4.395
beta0_pH[10,2]	3.996	0.127	3.754	3.994	4.253
beta0_pH[11,2]	1.885	0.009	1.868	1.885	1.904
beta0_pH[12,2]	1.790	0.069	1.657	1.788	1.931
beta0_pH[13,2]	2.496	0.026	2.444	2.495	2.548
beta0_pH[14,2]	1.804	0.024	1.758	1.803	1.853
beta0_pH[15,2]	2.545	0.017	2.511	2.545	2.578
beta0_pH[16,2]	2.759	0.025	2.711	2.759	2.809
beta0_pH[1,3]	1.126	0.322	0.305	1.182	1.675
beta0_pH[2,3]	2.127	0.018	2.093	2.127	2.162
beta0_pH[3,3]	2.692	0.024	2.646	2.691	2.739
beta0_pH[4,3]	2.980	0.034	2.913	2.981	3.047
beta0_pH[5,3]	3.427	1.952	0.920	2.998	8.439
beta0_pH[6,3]	1.355	0.364	0.719	1.322	2.137
beta0_pH[7,3]	0.860	0.050	0.763	0.859	0.959
beta0_pH[8,3]	0.288	0.150	-0.051	0.300	0.549
beta0_pH[9,3]	-3.109	1.004	-5.473	-3.016	-1.366
beta0_pH[10,3]	-0.413	0.832	-2.384	-0.331	0.923
beta0_pH[11,3]	1.105	0.425	0.225	1.125	1.879
beta0_pH[12,3]	1.033	0.628	-0.227	1.006	2.245
beta0_pH[13,3]	0.941	0.426	0.073	0.952	1.747
beta0_pH[14,3]	0.567	0.387	-0.248	0.579	1.278
beta0_pH[15,3]	0.674	0.401	-0.180	0.682	1.418
beta0_pH[16,3]	1.193	0.558	0.133	1.184	2.295
beta0_pH[11,4]	0.511	0.452	-0.444	0.524	1.406
beta0_pH[12,4]	0.746	0.645	-0.503	0.726	2.016
beta0_pH[13,4]	0.351	0.514	-1.044	0.409	1.145
beta0_pH[14,4]	0.141	0.448	-0.693	0.113	1.025
beta0_pH[15,4]	0.274	0.499	-0.765	0.232	1.220
beta0_pH[16,4]	0.728	0.568	-0.366	0.710	1.935
beta0_pH[11,5]	2.960	0.139	2.693	2.955	3.249
beta0_pH[12,5]	-0.684	0.563	-1.790	-0.683	0.456
beta0_pH[13,5]	4.863	0.425	4.071	4.857	5.705
beta0_pH[14,5]	3.860	0.356	3.209	3.840	4.596
beta0_pH[15,5]	2.283	0.119	2.061	2.278	2.535
beta0_pH[16,5]	0.194	0.092	0.049	0.180	0.409
beta1_pH[1,1]	3.441	1.246	2.140	3.024	7.313
beta1_pH[2,1]	2.550	0.727	1.657	2.268	4.399
beta1_pH[3,1]	2.845	0.981	1.417	2.688	4.774
beta1_pH[4,1]	3.304	1.058	1.907	3.033	5.963
beta1_pH[5,1]	2.342	0.476	1.541	2.304	3.400
beta1_pH[6,1]	2.102	0.688	1.127	1.979	3.909
beta1_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1]	2.079	0.559	0.874	2.074	3.146
beta1_pH[9,1]	1.985	0.558	1.034	1.965	3.510
beta1_pH[10,1]	2.238	0.347	1.627	2.242	2.896
beta1_pH[11,1]	2.362	0.621	1.231	2.487	3.402
beta1_pH[12,1]	2.820	0.323	2.141	2.839	3.396
beta1_pH[13,1]	4.209	1.228	3.313	3.743	7.989
beta1_pH[14,1]	2.939	0.328	2.326	2.938	3.539
beta1_pH[15,1]	2.491	0.313	1.896	2.481	3.071
beta1_pH[16,1]	3.665	0.293	3.098	3.654	4.232
beta1_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,3]	1.987	1.082	0.066	1.891	4.828
beta1_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,3]	3.891	1.267	1.729	3.738	6.811
beta1_pH[9,3]	5.695	1.646	3.474	5.340	10.475
beta1_pH[10,3]	5.179	2.009	2.453	4.686	10.291
beta1_pH[11,3]	2.202	0.472	1.315	2.191	3.146
beta1_pH[12,3]	3.022	0.618	1.859	3.020	4.313
beta1_pH[13,3]	2.050	0.454	1.176	2.046	2.943
beta1_pH[14,3]	2.221	0.436	1.402	2.210	3.163
beta1_pH[15,3]	2.162	0.457	1.304	2.154	3.136
beta1_pH[16,3]	3.299	0.615	2.088	3.304	4.477
beta1_pH[11,4]	2.362	0.452	1.408	2.378	3.254
beta1_pH[12,4]	3.096	0.666	1.803	3.092	4.370
beta1_pH[13,4]	1.689	0.553	0.813	1.625	3.159
beta1_pH[14,4]	2.297	0.510	1.239	2.342	3.231
beta1_pH[15,4]	1.722	0.535	0.645	1.763	2.724
beta1_pH[16,4]	3.250	0.629	1.948	3.276	4.430
beta1_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1]	0.572	0.428	0.179	0.458	1.746
beta2_pH[2,1]	0.564	0.524	0.104	0.403	2.016
beta2_pH[3,1]	0.498	0.592	0.083	0.240	2.286
beta2_pH[4,1]	0.343	0.335	0.094	0.268	1.076
beta2_pH[5,1]	2.419	2.306	0.375	1.777	9.547
beta2_pH[6,1]	1.364	2.134	0.163	0.540	8.075
beta2_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1]	1.338	2.023	0.189	0.572	7.392
beta2_pH[9,1]	1.760	2.225	0.237	0.816	8.239
beta2_pH[10,1]	1.770	2.250	0.324	0.933	8.957
beta2_pH[11,1]	-0.577	2.026	-5.543	0.474	1.342
beta2_pH[12,1]	1.663	0.935	0.618	1.298	3.834
beta2_pH[13,1]	0.877	0.473	0.163	0.841	1.924
beta2_pH[14,1]	1.344	0.820	0.521	1.034	3.703
beta2_pH[15,1]	1.054	0.702	0.352	0.863	3.401
beta2_pH[16,1]	1.500	0.838	0.683	1.155	3.745
beta2_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,3]	6.973	6.564	0.214	5.513	22.648
beta2_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,3]	2.568	2.269	0.524	1.766	9.004
beta2_pH[9,3]	0.497	0.514	0.136	0.409	1.373
beta2_pH[10,3]	0.658	1.048	0.132	0.373	3.283
beta2_pH[11,3]	-5.407	4.066	-15.439	-4.317	-0.635
beta2_pH[12,3]	-6.154	4.124	-15.914	-5.161	-0.975
beta2_pH[13,3]	-5.325	3.898	-15.375	-4.148	-0.998
beta2_pH[14,3]	-5.621	3.804	-15.223	-4.493	-1.270
beta2_pH[15,3]	-5.776	3.847	-14.621	-4.752	-0.990
beta2_pH[16,3]	-5.900	3.866	-15.485	-4.759	-1.506
beta2_pH[11,4]	-3.282	4.540	-19.100	-1.448	-0.443
beta2_pH[12,4]	-4.060	4.550	-19.750	-2.313	-0.697
beta2_pH[13,4]	-3.903	4.456	-18.974	-2.352	-0.615
beta2_pH[14,4]	-3.435	4.365	-19.147	-1.933	-0.641
beta2_pH[15,4]	-4.080	4.669	-19.023	-2.382	-0.589
beta2_pH[16,4]	-4.430	4.324	-19.094	-2.948	-1.103
beta2_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta3_pH[1,1]	35.663	1.885	33.000	35.373	40.768
beta3_pH[2,1]	31.924	2.205	28.109	31.675	37.509
beta3_pH[3,1]	32.179	3.175	24.445	32.432	39.093
beta3_pH[4,1]	32.136	3.381	26.153	31.368	38.548
beta3_pH[5,1]	27.466	0.828	25.892	27.449	29.115
beta3_pH[6,1]	34.625	3.393	27.452	34.131	41.865
beta3_pH[7,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1]	38.054	2.531	31.590	38.410	41.721
beta3_pH[9,1]	30.646	2.324	26.803	30.723	35.063
beta3_pH[10,1]	31.799	1.108	29.898	31.729	34.241
beta3_pH[11,1]	35.396	5.353	29.835	32.396	42.992
beta3_pH[12,1]	30.658	0.518	29.569	30.697	31.563
beta3_pH[13,1]	31.008	1.058	29.688	30.777	34.608
beta3_pH[14,1]	32.204	0.676	31.070	32.137	33.707
beta3_pH[15,1]	30.797	0.703	29.541	30.754	32.313
beta3_pH[16,1]	29.915	0.330	29.249	29.906	30.672
beta3_pH[1,2]	34.046	5.230	25.498	34.065	42.599
beta3_pH[2,2]	33.962	5.214	25.481	33.947	42.548
beta3_pH[3,2]	30.371	7.188	18.794	30.432	42.397
beta3_pH[4,2]	30.321	7.226	18.635	30.143	42.319
beta3_pH[5,2]	30.860	7.277	18.852	31.063	42.436
beta3_pH[6,2]	30.777	7.191	18.679	30.911	42.443
beta3_pH[7,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,3]	38.685	3.122	30.561	39.931	42.258
beta3_pH[2,3]	34.068	5.164	25.517	34.164	42.546
beta3_pH[3,3]	30.531	7.216	18.650	30.522	42.316
beta3_pH[4,3]	30.667	7.182	18.589	30.707	42.447
beta3_pH[5,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,3]	41.746	0.634	40.373	41.721	42.892
beta3_pH[9,3]	30.354	1.826	28.139	30.090	34.303
beta3_pH[10,3]	36.043	2.457	31.942	35.755	41.685
beta3_pH[11,3]	40.675	0.971	39.059	40.664	42.676
beta3_pH[12,3]	41.734	1.088	39.106	42.231	42.842
beta3_pH[13,3]	41.422	0.669	40.065	41.421	42.751
beta3_pH[14,3]	40.449	0.638	39.131	40.459	41.650
beta3_pH[15,3]	40.629	0.660	39.104	40.644	41.889
beta3_pH[16,3]	41.984	0.392	41.138	42.011	42.748
beta3_pH[11,4]	40.708	1.030	38.887	40.689	42.685
beta3_pH[12,4]	41.784	0.834	39.852	42.047	42.861
beta3_pH[13,4]	42.037	0.662	40.464	42.118	42.955
beta3_pH[14,4]	40.502	0.732	39.054	40.553	41.727
beta3_pH[15,4]	41.805	0.747	40.030	41.897	42.890
beta3_pH[16,4]	41.938	0.414	41.089	41.963	42.738
beta3_pH[11,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,5]	25.000	0.000	25.000	25.000	25.000
beta4_pH[1,1]	0.260	0.021	0.221	0.260	0.302
beta4_pH[2,1]	0.208	0.005	0.198	0.208	0.218
beta4_pH[3,1]	0.171	0.007	0.157	0.171	0.185
beta4_pH[4,1]	0.292	0.011	0.270	0.292	0.314
beta4_pH[5,1]	0.822	1.227	0.124	0.594	2.857
beta4_pH[6,1]	0.956	1.000	0.192	0.747	2.818
beta4_pH[7,1]	0.826	0.332	0.317	0.770	1.601
beta4_pH[8,1]	0.168	0.076	0.044	0.159	0.339
beta4_pH[9,1]	0.212	0.086	0.060	0.205	0.390
beta4_pH[10,1]	0.001	0.001	0.000	0.001	0.003
beta4_pH[11,1]	0.478	0.042	0.429	0.457	0.550
beta4_pH[12,1]	0.612	0.024	0.564	0.612	0.660
beta4_pH[13,1]	0.625	0.014	0.598	0.625	0.652
beta4_pH[14,1]	0.648	0.033	0.587	0.647	0.714
beta4_pH[15,1]	0.796	0.021	0.756	0.796	0.838
beta4_pH[16,1]	1.086	0.046	0.999	1.084	1.177
beta4_pH[1,2]	0.312	0.095	0.141	0.307	0.519
beta4_pH[2,2]	0.509	0.023	0.467	0.509	0.554
beta4_pH[3,2]	0.443	0.012	0.420	0.443	0.466
beta4_pH[4,2]	0.653	0.038	0.580	0.652	0.733
beta4_pH[5,2]	0.791	0.812	0.116	0.598	2.654
beta4_pH[6,2]	0.970	0.972	0.198	0.755	3.211
beta4_pH[7,2]	0.890	0.431	0.343	0.811	1.907
beta4_pH[8,2]	0.845	0.205	0.474	0.834	1.290
beta4_pH[9,2]	1.212	1.884	0.308	0.877	3.794
beta4_pH[10,2]	0.455	0.051	0.355	0.454	0.559
beta4_pH[11,2]	1.287	0.054	1.186	1.286	1.398
beta4_pH[12,2]	0.570	0.109	0.375	0.564	0.796
beta4_pH[13,2]	0.951	0.045	0.866	0.950	1.042
beta4_pH[14,2]	0.942	0.067	0.816	0.939	1.080
beta4_pH[15,2]	1.016	0.026	0.968	1.015	1.068
beta4_pH[16,2]	1.324	0.099	1.136	1.320	1.524
beta4_pH[1,3]	0.278	0.087	0.121	0.273	0.457
beta4_pH[2,3]	0.046	0.016	0.017	0.045	0.080
beta4_pH[3,3]	0.044	0.009	0.025	0.044	0.063
beta4_pH[4,3]	0.170	0.031	0.110	0.170	0.230
beta4_pH[5,3]	0.806	0.771	0.116	0.613	2.784
beta4_pH[6,3]	0.990	1.151	0.187	0.768	3.079
beta4_pH[7,3]	0.889	0.427	0.345	0.811	1.872
beta4_pH[8,3]	0.411	0.190	0.105	0.390	0.846
beta4_pH[9,3]	1.038	1.135	0.160	0.728	3.700
beta4_pH[10,3]	0.059	0.041	0.003	0.051	0.150
beta4_pH[11,3]	0.364	0.016	0.334	0.364	0.395
beta4_pH[12,3]	0.424	0.044	0.343	0.422	0.513
beta4_pH[13,3]	0.839	0.037	0.768	0.839	0.913
beta4_pH[14,3]	0.822	0.066	0.698	0.819	0.955
beta4_pH[15,3]	0.635	0.017	0.604	0.634	0.668
beta4_pH[16,3]	0.597	0.048	0.503	0.595	0.695
beta4_pH[1,4]	0.634	0.348	0.210	0.561	1.526
beta4_pH[2,4]	0.812	0.925	0.119	0.575	2.765
beta4_pH[3,4]	0.951	1.970	0.107	0.619	3.567
beta4_pH[4,4]	0.724	0.465	0.195	0.616	1.910
beta4_pH[5,4]	0.798	0.791	0.119	0.611	2.640
beta4_pH[6,4]	0.970	1.071	0.179	0.748	3.158
beta4_pH[7,4]	0.888	0.474	0.348	0.802	1.938
beta4_pH[8,4]	0.733	0.672	0.141	0.598	2.082
beta4_pH[9,4]	0.767	0.841	0.108	0.561	2.725
beta4_pH[10,4]	4.451	94.738	0.008	0.428	19.630
beta4_pH[11,4]	0.445	0.017	0.411	0.445	0.479
beta4_pH[12,4]	0.556	0.055	0.449	0.554	0.668
beta4_pH[13,4]	0.932	0.036	0.864	0.932	1.003
beta4_pH[14,4]	0.919	0.075	0.779	0.916	1.073
beta4_pH[15,4]	0.717	0.020	0.678	0.717	0.756
beta4_pH[16,4]	0.607	0.049	0.511	0.606	0.703
beta4_pH[1,5]	0.644	0.375	0.210	0.576	1.488
beta4_pH[2,5]	0.811	0.958	0.110	0.569	2.756
beta4_pH[3,5]	0.875	1.151	0.108	0.593	3.404
beta4_pH[4,5]	0.746	0.573	0.209	0.628	1.919
beta4_pH[5,5]	0.824	0.974	0.125	0.614	2.727
beta4_pH[6,5]	1.020	2.864	0.196	0.757	3.181
beta4_pH[7,5]	0.879	0.400	0.348	0.805	1.869
beta4_pH[8,5]	0.743	0.635	0.160	0.591	2.192
beta4_pH[9,5]	0.777	0.921	0.107	0.557	2.704
beta4_pH[10,5]	8.348	256.222	0.008	0.376	17.742
beta4_pH[11,5]	0.603	0.050	0.505	0.602	0.702
beta4_pH[12,5]	0.597	0.179	0.316	0.573	1.006
beta4_pH[13,5]	0.777	0.063	0.661	0.775	0.907
beta4_pH[14,5]	0.844	0.119	0.636	0.837	1.097
beta4_pH[15,5]	1.146	0.072	1.011	1.144	1.293
beta4_pH[16,5]	30.535	30.954	9.510	23.765	93.993
beta0_pelagic[1]	2.266	0.037	2.197	2.265	2.340
beta0_pelagic[2]	1.538	0.007	1.524	1.538	1.552
beta0_pelagic[3]	0.108	0.238	-0.391	0.127	0.486
beta0_pelagic[4]	0.168	0.220	-0.413	0.183	0.598
beta0_pelagic[5]	1.451	0.156	1.161	1.443	1.758
beta0_pelagic[6]	1.354	0.059	1.237	1.351	1.477
beta0_pelagic[7]	1.481	0.039	1.407	1.482	1.561
beta0_pelagic[8]	1.675	0.043	1.597	1.674	1.761
beta0_pelagic[9]	2.838	0.069	2.705	2.837	2.975
beta0_pelagic[10]	2.604	0.031	2.543	2.604	2.664
beta0_pelagic[11]	-0.298	0.245	-0.809	-0.233	0.038
beta0_pelagic[12]	1.799	0.035	1.736	1.797	1.868
beta0_pelagic[13]	-0.303	0.380	-1.111	-0.208	0.214
beta0_pelagic[14]	-0.236	0.143	-0.527	-0.230	0.026
beta0_pelagic[15]	-0.246	0.052	-0.364	-0.232	-0.188
beta0_pelagic[16]	-0.359	0.295	-1.209	-0.287	0.067
beta1_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[3]	0.825	0.241	0.412	0.808	1.395
beta1_pelagic[4]	0.891	0.238	0.431	0.876	1.425
beta1_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[11]	1.320	0.305	0.909	1.247	1.954
beta1_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[13]	2.129	0.808	0.719	2.362	3.374
beta1_pelagic[14]	1.779	0.471	1.191	1.677	3.114
beta1_pelagic[15]	0.234	0.274	0.011	0.101	0.927
beta1_pelagic[16]	1.418	0.484	0.682	1.281	2.544
beta2_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[3]	6.013	6.057	0.179	4.006	20.968
beta2_pelagic[4]	6.116	5.919	0.241	4.150	21.268
beta2_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[11]	1.204	1.108	0.213	0.775	4.363
beta2_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[13]	0.508	0.857	0.098	0.222	3.311
beta2_pelagic[14]	0.933	0.983	0.206	0.610	3.905
beta2_pelagic[15]	2.490	1.818	0.122	2.133	6.727
beta2_pelagic[16]	1.049	1.367	0.132	0.433	5.336
beta3_pelagic[1]	29.460	6.629	18.489	29.514	40.559
beta3_pelagic[2]	29.631	6.714	18.719	29.753	40.556
beta3_pelagic[3]	26.882	2.786	22.567	26.263	31.208
beta3_pelagic[4]	26.015	1.410	22.861	26.233	29.249
beta3_pelagic[5]	29.702	6.613	18.620	29.788	40.482
beta3_pelagic[6]	29.426	6.650	18.546	29.445	40.486
beta3_pelagic[7]	29.569	6.655	18.560	29.666	40.399
beta3_pelagic[8]	29.624	6.632	18.544	29.621	40.502
beta3_pelagic[9]	29.550	6.689	18.710	29.459	40.567
beta3_pelagic[10]	29.317	6.639	18.527	29.256	40.450
beta3_pelagic[11]	29.323	1.234	27.062	29.361	32.192
beta3_pelagic[12]	29.585	6.671	18.553	29.658	40.421
beta3_pelagic[13]	35.244	3.337	28.632	34.991	40.687
beta3_pelagic[14]	34.653	1.946	31.532	34.257	39.729
beta3_pelagic[15]	33.571	7.211	18.980	36.091	40.914
beta3_pelagic[16]	31.431	2.260	26.954	31.257	38.682
beta0_yellow[1]	-0.484	0.079	-0.640	-0.484	-0.335
beta0_yellow[2]	0.544	0.089	0.343	0.552	0.690
beta0_yellow[3]	-0.180	0.135	-0.461	-0.176	0.021
beta0_yellow[4]	0.832	0.332	-0.182	0.929	1.179
beta0_yellow[5]	0.270	0.320	-0.408	0.290	0.844
beta0_yellow[6]	0.823	0.105	0.613	0.823	1.029
beta0_yellow[7]	0.999	0.094	0.819	0.999	1.183
beta0_yellow[8]	1.028	0.091	0.863	1.028	1.213
beta0_yellow[9]	0.507	0.107	0.289	0.507	0.714
beta0_yellow[10]	0.545	0.070	0.409	0.545	0.687
beta0_yellow[11]	0.012	0.107	-0.221	0.022	0.196
beta0_yellow[12]	-1.169	0.172	-1.538	-1.143	-0.942
beta0_yellow[13]	-1.205	0.178	-1.612	-1.180	-0.920
beta0_yellow[14]	-0.264	0.117	-0.508	-0.258	-0.055
beta0_yellow[15]	-1.019	0.124	-1.300	-1.013	-0.790
beta0_yellow[16]	-0.327	0.089	-0.549	-0.306	-0.202
beta1_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[2]	0.995	0.243	0.538	0.986	1.467
beta1_yellow[3]	0.424	0.274	0.015	0.424	0.948
beta1_yellow[4]	1.338	0.579	0.613	1.189	2.918
beta1_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[11]	2.011	0.316	1.482	1.985	2.733
beta1_yellow[12]	0.288	0.524	0.011	0.100	1.729
beta1_yellow[13]	2.403	0.568	1.535	2.304	3.758
beta1_yellow[14]	2.736	0.577	1.773	2.667	4.063
beta1_yellow[15]	0.631	0.293	0.030	0.637	1.197
beta1_yellow[16]	0.166	0.175	0.011	0.098	0.610
beta2_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[2]	-6.703	6.398	-23.056	-3.544	-0.335
beta2_yellow[3]	-6.221	5.285	-20.001	-4.899	-0.289
beta2_yellow[4]	-5.141	5.741	-19.280	-2.927	-0.127
beta2_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[11]	-2.605	2.906	-12.446	-1.981	-0.517
beta2_yellow[12]	-7.844	5.843	-21.974	-6.774	-0.393
beta2_yellow[13]	-1.343	2.330	-7.362	-0.654	-0.257
beta2_yellow[14]	-3.779	4.343	-16.597	-2.009	-0.518
beta2_yellow[15]	-5.863	5.435	-19.901	-3.353	-0.650
beta2_yellow[16]	-7.880	5.923	-21.947	-6.708	-0.298
beta3_yellow[1]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[2]	28.959	1.237	27.182	28.715	32.210
beta3_yellow[3]	32.031	3.814	21.598	32.388	39.958
beta3_yellow[4]	30.738	3.424	25.742	30.256	37.246
beta3_yellow[5]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[6]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[7]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[8]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[9]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[10]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[11]	30.265	0.734	28.950	30.219	31.796
beta3_yellow[12]	35.091	4.280	28.311	34.806	42.635
beta3_yellow[13]	30.148	0.996	28.313	30.106	32.255
beta3_yellow[14]	29.337	0.543	28.315	29.276	30.534
beta3_yellow[15]	32.094	3.188	28.156	30.968	38.443
beta3_yellow[16]	34.127	3.855	28.299	33.584	42.267
beta0_black[1]	0.010	0.075	-0.135	0.011	0.160
beta0_black[2]	1.855	0.032	1.794	1.854	1.919
beta0_black[3]	1.239	0.037	1.168	1.238	1.312
beta0_black[4]	2.425	0.047	2.333	2.424	2.520
beta0_black[5]	5.096	2.335	1.883	4.648	11.019
beta0_black[6]	5.205	2.201	2.573	4.622	11.009
beta0_black[7]	4.003	1.965	1.641	3.533	9.208
beta0_black[8]	0.979	0.247	0.531	0.966	1.504
beta0_black[9]	2.815	0.272	2.286	2.807	3.363
beta0_black[10]	1.289	0.051	1.191	1.289	1.387
beta0_black[11]	2.978	0.052	2.876	2.979	3.078
beta0_black[12]	4.918	0.191	4.562	4.919	5.296
beta0_black[13]	0.524	0.387	0.021	0.438	1.299
beta0_black[14]	2.851	0.104	2.649	2.850	3.056
beta0_black[15]	0.720	0.052	0.614	0.721	0.821
beta0_black[16]	3.773	0.074	3.627	3.773	3.917
beta2_black[1]	0.000	0.000	0.000	0.000	0.000
beta2_black[2]	0.000	0.000	0.000	0.000	0.000
beta2_black[3]	0.000	0.000	0.000	0.000	0.000
beta2_black[4]	0.000	0.000	0.000	0.000	0.000
beta2_black[5]	0.000	0.000	0.000	0.000	0.000
beta2_black[6]	0.000	0.000	0.000	0.000	0.000
beta2_black[7]	0.000	0.000	0.000	0.000	0.000
beta2_black[8]	0.000	0.000	0.000	0.000	0.000
beta2_black[9]	0.000	0.000	0.000	0.000	0.000
beta2_black[10]	0.000	0.000	0.000	0.000	0.000
beta2_black[11]	0.000	0.000	0.000	0.000	0.000
beta2_black[12]	0.000	0.000	0.000	0.000	0.000
beta2_black[13]	-2.564	1.786	-6.738	-2.145	-0.288
beta2_black[14]	0.000	0.000	0.000	0.000	0.000
beta2_black[15]	0.000	0.000	0.000	0.000	0.000
beta2_black[16]	0.000	0.000	0.000	0.000	0.000
beta3_black[1]	25.000	0.000	25.000	25.000	25.000
beta3_black[2]	25.000	0.000	25.000	25.000	25.000
beta3_black[3]	25.000	0.000	25.000	25.000	25.000
beta3_black[4]	25.000	0.000	25.000	25.000	25.000
beta3_black[5]	25.000	0.000	25.000	25.000	25.000
beta3_black[6]	25.000	0.000	25.000	25.000	25.000
beta3_black[7]	25.000	0.000	25.000	25.000	25.000
beta3_black[8]	25.000	0.000	25.000	25.000	25.000
beta3_black[9]	25.000	0.000	25.000	25.000	25.000
beta3_black[10]	25.000	0.000	25.000	25.000	25.000
beta3_black[11]	25.000	0.000	25.000	25.000	25.000
beta3_black[12]	25.000	0.000	25.000	25.000	25.000
beta3_black[13]	36.674	4.241	22.275	37.848	41.356
beta3_black[14]	25.000	0.000	25.000	25.000	25.000
beta3_black[15]	25.000	0.000	25.000	25.000	25.000
beta3_black[16]	25.000	0.000	25.000	25.000	25.000
beta4_black[1]	-0.324	0.090	-0.497	-0.325	-0.145
beta4_black[2]	0.258	0.052	0.159	0.258	0.360
beta4_black[3]	-0.720	0.064	-0.844	-0.720	-0.592
beta4_black[4]	0.630	0.131	0.379	0.632	0.895
beta4_black[5]	0.802	1.691	-1.172	0.508	4.230
beta4_black[6]	0.888	1.556	-0.849	0.565	4.450
beta4_black[7]	0.823	1.640	-1.004	0.505	4.542
beta4_black[8]	0.004	0.328	-0.706	0.023	0.603
beta4_black[9]	1.044	0.807	-0.092	0.906	3.028
beta4_black[10]	0.073	0.068	-0.062	0.073	0.202
beta4_black[11]	-0.610	0.065	-0.734	-0.611	-0.480
beta4_black[12]	1.244	0.297	0.676	1.229	1.847
beta4_black[13]	-1.006	0.077	-1.166	-1.005	-0.862
beta4_black[14]	0.231	0.181	-0.126	0.232	0.582
beta4_black[15]	0.004	0.047	-0.088	0.003	0.095
beta4_black[16]	-0.413	0.120	-0.640	-0.413	-0.174
beta0_dsr[11]	-0.329	0.009	-0.346	-0.329	-0.310
beta0_dsr[12]	1.411	0.044	1.329	1.409	1.498
beta0_dsr[13]	0.155	0.021	0.113	0.155	0.195
beta0_dsr[14]	-0.127	0.017	-0.161	-0.127	-0.095
beta0_dsr[15]	0.206	0.014	0.179	0.205	0.232
beta0_dsr[16]	0.158	0.015	0.128	0.158	0.188
beta1_dsr[11]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[12]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[13]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[14]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[15]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[16]	0.000	0.000	0.000	0.000	0.000
beta4_dsr[11]	0.542	0.036	0.474	0.541	0.617
beta4_dsr[12]	0.802	0.228	0.365	0.796	1.262
beta4_dsr[13]	-0.077	0.040	-0.156	-0.076	0.000
beta4_dsr[14]	-0.205	0.069	-0.345	-0.205	-0.069
beta4_dsr[15]	0.216	0.021	0.174	0.215	0.258
beta4_dsr[16]	-0.048	0.046	-0.139	-0.048	0.044
beta0_slope[11]	-2.208	0.021	-2.252	-2.208	-2.166
beta0_slope[12]	-5.185	0.224	-5.665	-5.177	-4.781
beta0_slope[13]	-1.500	0.034	-1.567	-1.500	-1.437
beta0_slope[14]	-2.713	0.051	-2.815	-2.713	-2.614
beta0_slope[15]	-1.592	0.022	-1.636	-1.592	-1.552
beta0_slope[16]	-2.668	0.037	-2.742	-2.667	-2.598
beta1_slope[11]	0.000	0.000	0.000	0.000	0.000
beta1_slope[12]	0.000	0.000	0.000	0.000	0.000
beta1_slope[13]	0.000	0.000	0.000	0.000	0.000
beta1_slope[14]	0.000	0.000	0.000	0.000	0.000
beta1_slope[15]	0.000	0.000	0.000	0.000	0.000
beta1_slope[16]	0.000	0.000	0.000	0.000	0.000
beta4_slope[11]	-0.334	0.075	-0.484	-0.331	-0.192
beta4_slope[12]	-4.673	0.798	-6.356	-4.622	-3.226
beta4_slope[13]	0.328	0.053	0.227	0.328	0.434
beta4_slope[14]	-0.163	0.152	-0.464	-0.162	0.132
beta4_slope[15]	-0.360	0.033	-0.424	-0.360	-0.295
beta4_slope[16]	-0.125	0.099	-0.320	-0.124	0.069
beta5_slope[11]	3.072	0.106	2.872	3.068	3.289
beta5_slope[12]	2.010	0.387	1.304	1.993	2.821
beta5_slope[13]	0.874	0.078	0.726	0.875	1.027
beta5_slope[14]	3.766	0.363	3.113	3.746	4.515
beta5_slope[15]	1.308	0.072	1.174	1.306	1.458
beta5_slope[16]	2.736	0.234	2.300	2.729	3.222
tau_comp[1]	3.804	0.301	3.249	3.792	4.412
tau_comp[2]	2.812	0.237	2.373	2.808	3.305
tau_comp[3]	0.863	0.074	0.720	0.862	1.017
tau_comp[4]	1.769	0.277	1.277	1.747	2.353
tau_comp[5]	1.261	0.185	0.929	1.255	1.662
sigma_H[1]	0.188	0.054	0.088	0.184	0.300
sigma_H[2]	0.172	0.030	0.121	0.169	0.239
sigma_H[3]	0.193	0.043	0.116	0.190	0.287
sigma_H[4]	0.393	0.076	0.263	0.388	0.566
sigma_H[5]	1.046	0.222	0.656	1.034	1.522
sigma_H[6]	0.272	0.203	0.014	0.231	0.740
sigma_H[7]	0.276	0.049	0.194	0.270	0.385
sigma_H[8]	0.430	0.085	0.306	0.417	0.625
sigma_H[9]	0.392	0.074	0.278	0.381	0.566
sigma_H[10]	0.223	0.042	0.151	0.220	0.317
sigma_H[11]	0.266	0.047	0.189	0.261	0.368
sigma_H[12]	0.395	0.154	0.199	0.349	0.732
sigma_H[13]	0.203	0.036	0.142	0.200	0.279
sigma_H[14]	0.463	0.092	0.309	0.456	0.663
sigma_H[15]	0.242	0.038	0.177	0.239	0.327
sigma_H[16]	0.218	0.044	0.144	0.215	0.313
lambda_H[1]	2.619	3.956	0.083	1.197	14.059
lambda_H[2]	8.341	8.262	0.813	5.976	30.583
lambda_H[3]	4.685	6.791	0.233	2.506	22.188
lambda_H[4]	0.008	0.006	0.001	0.007	0.023
lambda_H[5]	3.817	11.089	0.016	0.626	27.014
lambda_H[6]	9.626	14.776	0.024	3.870	49.114
lambda_H[7]	0.015	0.010	0.003	0.012	0.042
lambda_H[8]	8.079	9.834	0.131	4.838	34.160
lambda_H[9]	0.020	0.014	0.003	0.017	0.054
lambda_H[10]	0.335	1.311	0.027	0.175	1.234
lambda_H[11]	0.231	0.379	0.010	0.100	1.193
lambda_H[12]	4.400	5.589	0.244	2.669	19.476
lambda_H[13]	3.358	3.187	0.272	2.433	11.342
lambda_H[14]	3.368	4.267	0.217	2.109	14.096
lambda_H[15]	0.020	0.025	0.003	0.014	0.074
lambda_H[16]	0.806	1.810	0.032	0.308	4.506
mu_lambda_H[1]	4.262	1.913	1.215	4.112	8.430
mu_lambda_H[2]	4.057	1.987	0.720	3.914	8.142
mu_lambda_H[3]	3.412	1.803	0.769	3.131	7.510
sigma_lambda_H[1]	8.446	4.351	1.972	7.822	18.012
sigma_lambda_H[2]	8.695	4.656	1.085	8.252	18.259
sigma_lambda_H[3]	6.252	3.981	1.049	5.368	16.239
beta_H[1,1]	6.657	1.209	3.668	6.842	8.405
beta_H[2,1]	9.882	0.479	8.852	9.899	10.782
beta_H[3,1]	7.907	0.810	6.022	7.986	9.294
beta_H[4,1]	13.287	7.682	-1.239	13.063	29.336
beta_H[5,1]	-0.202	2.999	-6.490	-0.004	4.857
beta_H[6,1]	4.634	2.714	-3.274	5.347	7.681
beta_H[7,1]	2.562	5.138	-8.329	2.830	12.343
beta_H[8,1]	1.355	3.993	-2.380	1.196	3.563
beta_H[9,1]	14.092	5.523	4.194	13.813	25.856
beta_H[10,1]	7.047	1.728	3.614	7.130	10.461
beta_H[11,1]	4.561	3.753	-3.413	5.097	9.811
beta_H[12,1]	2.547	0.980	0.743	2.482	4.631
beta_H[13,1]	9.000	0.883	7.048	9.060	10.427
beta_H[14,1]	2.147	1.029	0.008	2.162	4.103
beta_H[15,1]	-6.888	3.598	-13.319	-7.058	0.749
beta_H[16,1]	3.868	3.017	-0.829	3.473	10.939
beta_H[1,2]	7.909	0.254	7.383	7.914	8.396
beta_H[2,2]	10.036	0.136	9.765	10.038	10.300
beta_H[3,2]	8.935	0.202	8.529	8.934	9.330
beta_H[4,2]	2.040	1.473	-0.893	2.060	4.823
beta_H[5,2]	1.875	1.100	-0.353	1.881	4.009
beta_H[6,2]	6.271	0.840	4.336	6.345	7.712
beta_H[7,2]	1.935	0.979	0.169	1.857	4.095
beta_H[8,2]	2.980	1.126	1.420	3.126	4.185
beta_H[9,2]	2.626	1.049	0.428	2.667	4.644
beta_H[10,2]	8.165	0.351	7.410	8.176	8.818
beta_H[11,2]	9.880	0.671	8.843	9.772	11.334
beta_H[12,2]	3.950	0.357	3.310	3.932	4.700
beta_H[13,2]	9.160	0.236	8.719	9.145	9.637
beta_H[14,2]	4.082	0.353	3.397	4.078	4.805
beta_H[15,2]	11.524	0.656	10.132	11.546	12.721
beta_H[16,2]	4.587	0.854	3.070	4.559	6.393
beta_H[1,3]	8.569	0.258	8.110	8.558	9.086
beta_H[2,3]	10.103	0.113	9.887	10.101	10.330
beta_H[3,3]	9.641	0.171	9.319	9.634	10.004
beta_H[4,3]	-0.574	1.141	-2.719	-0.629	1.814
beta_H[5,3]	4.089	0.698	2.733	4.060	5.531
beta_H[6,3]	7.603	0.842	6.298	7.452	9.718
beta_H[7,3]	-2.007	0.624	-3.265	-1.988	-0.793
beta_H[8,3]	5.228	0.572	4.610	5.153	6.208
beta_H[9,3]	-1.637	0.716	-3.096	-1.622	-0.279
beta_H[10,3]	8.810	0.276	8.283	8.806	9.355
beta_H[11,3]	8.463	0.303	7.813	8.486	9.000
beta_H[12,3]	5.375	0.303	4.678	5.401	5.882
beta_H[13,3]	8.951	0.181	8.599	8.948	9.308
beta_H[14,3]	5.871	0.270	5.277	5.891	6.362
beta_H[15,3]	10.279	0.306	9.678	10.273	10.879
beta_H[16,3]	6.083	0.794	4.385	6.143	7.505
beta_H[1,4]	8.273	0.177	7.892	8.278	8.592
beta_H[2,4]	10.178	0.116	9.929	10.190	10.382
beta_H[3,4]	10.148	0.160	9.800	10.161	10.434
beta_H[4,4]	11.600	0.438	10.763	11.593	12.461
beta_H[5,4]	5.691	0.890	4.321	5.551	7.715
beta_H[6,4]	7.684	0.613	6.157	7.783	8.603
beta_H[7,4]	8.413	0.320	7.772	8.417	9.042
beta_H[8,4]	6.710	0.263	6.209	6.730	7.120
beta_H[9,4]	7.149	0.384	6.437	7.149	7.957
beta_H[10,4]	7.824	0.249	7.348	7.820	8.331
beta_H[11,4]	9.496	0.196	9.106	9.497	9.881
beta_H[12,4]	7.239	0.197	6.846	7.242	7.641
beta_H[13,4]	9.082	0.133	8.800	9.084	9.340
beta_H[14,4]	7.913	0.211	7.500	7.909	8.337
beta_H[15,4]	9.503	0.230	9.051	9.505	9.952
beta_H[16,4]	9.444	0.278	8.922	9.433	10.025
beta_H[1,5]	9.086	0.150	8.775	9.090	9.374
beta_H[2,5]	10.841	0.092	10.667	10.839	11.028
beta_H[3,5]	10.956	0.163	10.635	10.952	11.288
beta_H[4,5]	8.527	0.436	7.690	8.528	9.408
beta_H[5,5]	5.065	0.742	3.206	5.202	6.163
beta_H[6,5]	8.700	0.481	7.994	8.610	9.899
beta_H[7,5]	6.664	0.316	6.065	6.661	7.294
beta_H[8,5]	8.286	0.226	7.930	8.267	8.744
beta_H[9,5]	8.399	0.375	7.653	8.403	9.137
beta_H[10,5]	10.166	0.248	9.669	10.167	10.648
beta_H[11,5]	11.580	0.223	11.148	11.582	12.007
beta_H[12,5]	8.566	0.188	8.189	8.566	8.948
beta_H[13,5]	10.100	0.124	9.862	10.101	10.344
beta_H[14,5]	9.290	0.208	8.901	9.282	9.719
beta_H[15,5]	11.251	0.236	10.778	11.248	11.710
beta_H[16,5]	9.850	0.203	9.418	9.865	10.201
beta_H[1,6]	10.216	0.232	9.846	10.185	10.787
beta_H[2,6]	11.539	0.109	11.328	11.537	11.756
beta_H[3,6]	10.724	0.166	10.375	10.731	11.039
beta_H[4,6]	12.913	0.758	11.424	12.897	14.409
beta_H[5,6]	5.864	0.742	4.666	5.799	7.542
beta_H[6,6]	8.791	0.389	7.972	8.811	9.505
beta_H[7,6]	10.495	0.540	9.417	10.509	11.528
beta_H[8,6]	9.579	0.281	9.033	9.602	10.013
beta_H[9,6]	8.176	0.620	6.952	8.176	9.437
beta_H[10,6]	9.410	0.352	8.681	9.434	10.004
beta_H[11,6]	10.685	0.370	9.890	10.714	11.333
beta_H[12,6]	9.376	0.236	8.930	9.368	9.873
beta_H[13,6]	11.103	0.151	10.828	11.098	11.418
beta_H[14,6]	9.928	0.268	9.385	9.938	10.453
beta_H[15,6]	10.659	0.428	9.816	10.655	11.495
beta_H[16,6]	10.656	0.257	10.157	10.661	11.155
beta_H[1,7]	10.288	1.220	7.029	10.570	11.939
beta_H[2,7]	12.137	0.429	11.228	12.157	12.949
beta_H[3,7]	10.275	0.699	8.739	10.336	11.457
beta_H[4,7]	1.761	3.922	-6.014	1.776	9.372
beta_H[5,7]	6.176	2.492	1.344	6.223	10.827
beta_H[6,7]	8.554	1.612	4.081	8.926	10.585
beta_H[7,7]	7.912	2.714	2.854	7.922	13.227
beta_H[8,7]	10.967	1.052	9.399	10.955	12.577
beta_H[9,7]	5.461	3.144	-0.769	5.510	11.494
beta_H[10,7]	10.236	1.587	7.432	10.062	13.680
beta_H[11,7]	11.486	1.859	8.229	11.264	15.553
beta_H[12,7]	9.916	0.871	8.126	9.964	11.444
beta_H[13,7]	11.682	0.711	10.017	11.761	12.856
beta_H[14,7]	10.633	0.882	8.820	10.666	12.315
beta_H[15,7]	13.617	2.288	9.155	13.631	17.946
beta_H[16,7]	12.718	1.335	10.534	12.561	15.654
beta0_H[1]	8.202	16.357	-28.823	8.737	41.514
beta0_H[2]	10.683	6.370	-2.630	10.827	22.453
beta0_H[3]	9.396	11.013	-12.819	9.483	30.114
beta0_H[4]	9.258	171.330	-336.672	5.680	367.018
beta0_H[5]	3.992	34.657	-59.407	3.926	75.231
beta0_H[6]	7.810	25.705	-45.781	7.750	60.503
beta0_H[7]	3.811	120.427	-234.697	3.244	247.697
beta0_H[8]	5.771	27.412	-17.151	6.505	25.411
beta0_H[9]	7.177	109.093	-211.779	8.022	223.464
beta0_H[10]	8.365	36.678	-67.778	8.065	87.464
beta0_H[11]	10.453	53.175	-98.456	10.191	129.988
beta0_H[12]	6.797	10.480	-14.119	6.680	29.108
beta0_H[13]	9.863	10.446	-9.697	9.710	30.152
beta0_H[14]	6.829	11.452	-16.113	7.120	29.740
beta0_H[15]	10.876	112.956	-223.069	11.238	240.007
beta0_H[16]	7.023	30.158	-56.294	7.493	69.860